{"id":"W4308320679","doi":"10.18280/ijdne.170502","title":"The Impact of Intellectual Ideologies in Shaping the Urban Townscape from the Middle Ages to the Contemporary: The City of Baghdad Between Yesterday and Today","year":2022,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vision; Ideology; Aesthetics; Narrative; History; Sociology; Art; Visual arts; Literature; Politics; Political science; Law; Anthropology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001025707,0.0001190719,0.0001827892,0.00005067985,0.0005047302,0.0001714228,0.0009415154,0.0000363688,0.00006001714],"category_scores_gemma":[0.0002870462,0.00003856031,0.0001270897,0.00006439732,0.0003827733,0.0001292387,0.0002451886,0.0006160993,2.314629e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003265627,"about_ca_system_score_gemma":0.00006390263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006701185,"about_ca_topic_score_gemma":0.001240714,"domain_scores_codex":[0.9987751,0.0003053014,0.0003958216,0.00008856932,0.0003250056,0.0001102126],"domain_scores_gemma":[0.9961182,0.003206471,0.0003659061,0.000119339,0.0001694624,0.0000205651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002223395,0.0001394366,0.09471188,0.00001341581,0.003365043,0.00002905964,0.7836961,0.008828449,0.0008228212,0.02607052,0.04727248,0.03282746],"study_design_scores_gemma":[0.002188669,0.003526599,0.4282736,0.0006727111,0.0003806547,0.0002574499,0.274764,0.006104147,0.0004872088,0.1295083,0.1530358,0.0008009522],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752808,0.008161309,0.0001406848,0.01534475,0.0003360361,0.0001954372,0.0001184601,0.000003070745,0.0004194671],"genre_scores_gemma":[0.9984776,0.0002646107,0.00002113812,0.0007467371,0.0003529951,0.000005164914,0.000005065914,0.000005240467,0.0001214303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5089321,"threshold_uncertainty_score":0.3882028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07231609139420343,"score_gpt":0.2826401760282478,"score_spread":0.2103240846340443,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}